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View Code? Open in Web Editor NEWPSO Project for NIC 2015
PSO Project for NIC 2015
************************************************************************************** A Comparison of Neighborhood Topologies in Particle Swarm Optimization *************************************************************************************** Dan Cohen, Josh Imhoff, and Liam Taylor March 6, 2015 Project 2 CS3445 This project is designed to produce benchmarks for a Particle Swarm Optimization (PSO) algorithm with different topologies. Four topologies are implemented here: Global, Ring, Von Neumann, and Random. The specifics of these topologies can be seen in the code documentation or the associated report. The PSO algorithm can be run with three different functions: Rosenbrock, Ackley, and Rastrigin. TO RUN: After running the makefile in the project folder directory, run the program from the command line using the following syntax: “./pso” then, * topology (decides the particle’s neighborhood knowledge): “gl” - Global “ri” - Ring “vn” - Von Neumann “ra” - Random * sizeOfSwarm: Total number of particles in the swarm * numOfIterations: Number of iterations the algorithm will run * function (decides what function assesses the particles’ position): “rok” - Rosenbrock “ack” - Ackley “ras” - Rastrigin * dimOfFunction: The number of dimensions the function will assess For example, to run the PSO with Ring topology on the Ackley function, with 50 particles, 50000 iterations, and 30 dimensions enter: “./pso ri 50 50000 ack 30”
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